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Data literacy and the ability to synthesize and communicate complex concepts are core components of modern scientific practice. Here we present the design and implementation of an inquiry activity about climate variability that was taught as a part of the University of California, Santa Cruz (UCSC) Workshops for Engineering & Science Transfers (ClimateWEST) in 2019. The two-day activity introduced interdisciplinary undergraduate and community college transfer students pursuing graduate school to the field of climate science through a series of inquiry activities. Climate science is a complex topic, and research shows that there are certain concepts that are particularly difficult to grasp. Our climate activity focused on disentangling some of those misconceptions, by emphasizing the following themes or core dimensions of climate variability: (1) Climate varies on both shorter timescales (e.g. seasonal or annual cycle) and on longer timescales (e.g. climate change); (2) Both climate and climate trends vary spatially/geographically and are different from global climate; and (3) Climate is complex and includes not only temperature but also other key variables such as precipitation, ice, wind, ocean circulation, etc. We discuss the inquiry components, assessment-driven tools, facilitation and equity and inclusion design, as well as summarize students' progress toward our goals in the activity.